State 3 Data Analytics trends to shape the future of business intelligence and decision-making in AI revolution.

Categorizing data into predefined classes or labels.

• Clustering

• Classification

• Regression

• Dimensionality Reduction

• Unsupervised Learning

________ is an umbrella term that combines architectures, tools, databases, analytical tools, applications, and methodologies.

• Business intelligence

• Data warehouse

• predictive

• descriptive

• prescriptive

Learning through trial and error to achieve a goal in a dynamic environment.

• Reinforcement Learning

• Classification

• Regression

• Unsupervised Learning

• Clustering

Reducing the number of random variables to focus on the most important ones.

Learning through trial and error to achieve a goal in a dynamic environment.

Learning from specific examples to make decisions or predictions.

Learning by constructing a model of the data to make predictions or decisions.

Which type of machine learning involves learning through trial and error to achieve a goal in a dynamic environment?

• Reinforcement Learning

• Classification

• Regression

• Unsupervised Learning

• Clustering

What term is used to categorize data into predefined classes or labels?

• Clustering

• Classification

• Regression

• Dimensionality Reduction

• Unsupervised Learning